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Introduction to Probability and Statistics

Stat 20 UC Berkeley


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This Week

Jun 23
Understanding the World with Data
Before class:
Notes
In class:
Slides Handout Lab 1 Lab 2: Slides Lab 2: Part I
Jun 24
Taxonomy of Data
Before class:
Notes Coding Tutorial
In class:
Slides WS
Jun 25
Summarizing Categorical Data
Before class:
Notes Coding Tutorial
In class:
Slides WS
Summarizing Numerical Data
Jun 26
Before class:
Notes Coding Tutorial
In class:
Slides WS
No matching items

Week 1

Jun 23
Understanding the World with Data
Before class:
Notes
In class:
Slides Handout Lab 1 Lab 2: Slides Lab 2: Part I
Jun 24
Taxonomy of Data
Before class:
Notes Coding Tutorial
In class:
Slides WS
Jun 25
Summarizing Categorical Data
Before class:
Notes Coding Tutorial
In class:
Slides WS
Summarizing Numerical Data
Jun 26
Before class:
Notes Coding Tutorial
In class:
Slides WS

Week 2

Jun 30
A Grammar of Graphics
Before class:
Notes Coding Tutorial
In class:
Slides WS
Jul 1
Conditioning
Before class:
Notes Coding Tutorial
In class:
Slides WS Lab 2: Part II
Jul 2
Summarizing Numerical Associations
Before class:
Notes Tutorial
In class:
Slides WS
Jul 3
Quiz 1
In class:
Slides

Week 3

Multiple Linear Regression
Jul 7
Before class:
Notes
In class:
Slides
Intro to Probability
Jul 8
Before class:
Notes Tutorial
In class:
Slides WS
Intro to Probability II
Jul 9
Before class:
Notes
In class:
Slides WS
Jul 10
Probability Distributions
Before class:
Notes
In class:
Slides WS

Week 4

Jul 14
Random Variables
Before class:
Notes
In class:
Slides WS
Jul 15
Expected Value and Variance
Before class:
Notes
In class:
Slides WS
Jul 16
Normal Approximation
Before class:
Notes
In class:
Slides WS
Jul 17
Quiz 2
In class:
Slides

Week 5

Jul 21
From Samples to Populations
Before class:
Notes
In class:
Slides WS Lab 3: Slides Lab 3: Part I
Jul 22
Confidence Intervals
Before class:
Notes
In class:
Slides Lab: Part II
Jul 23
Bootstrapping
Before class:
Notes
In class:
Slides WS
Jul 24
Intro to Hypothesis Tests
Before class:
Notes
In class:
Slides WS

Week 6

Jul 28
Types of Hypothesis Tests
Before class:
Notes
In class:
Slides WS
Jul 29
Wrong By Design
Before class:
Notes
In class:
Slides WS
Jul 30
Defining Causality
Before class:
Notes
In class:
Slides Lab: Slides WS: Part I
Jul 31
Quiz 3
In class:
Slides

Week 7

Aug 4
Randomized Experiments
Before class:
Notes
In class:
Slides WS: Part II
The Method of Least Squares
Aug 5
Before class:
Notes
In class:
Slides WS Lab 4: Slides Lab 4: Part I
Evaluating and Improving Predictions
Aug 6
Before class:
Notes
In class:
Slides WS Lab 4: Part II
Overfitting
Aug 7
Before class:
Notes
In class:
Slides WS WS: Slides WS

Week 8

Aug 11
Logistic Regression
Before class:
Notes
In class:
Slides WS
Aug 12
Review
Aug 13
Review
Aug 14
Final
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